Added notes on session table, changed BQML logic to optional

looker-open-source · Jul 11, 2024 · 0b73fa9 · 0b73fa9
1 parent a4ea34f
commit 0b73fa9
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Showing 20 changed files with 102 additions and 43 deletions.
diff --git a/dashboards/arima.dashboard.lookml b/dashboards/arima.dashboard.lookml
@@ -68,11 +68,11 @@
     svg-icon\" viewBox=\"0 0 20 20\">\n<path d=\"M15.94,10.179l-2.437-0.325l1.62-7.379c0.047-0.235-0.132-0.458-0.372-0.458H5.25c-0.241,0-0.42,0.223-0.373,0.458l1.634,7.376L4.06,10.179c-0.312,0.041-0.446,0.425-0.214,0.649l2.864,2.759l-0.724,3.947c-0.058,0.315,0.277,0.554,0.559,0.401l3.457-1.916l3.456,1.916c-0.419-0.238,0.56,0.439,0.56-0.401l-0.725-3.947l2.863-2.759C16.388,10.604,16.254,10.22,15.94,10.179M10.381,2.778h3.902l-1.536,6.977L12.036,9.66l-1.655-3.546V2.778z\
     \ M5.717,2.778h3.903v3.335L7.965,9.66L7.268,9.753L5.717,2.778zM12.618,13.182c-0.092,0.088-0.134,0.217-0.11,0.343l0.615,3.356l-2.938-1.629c-0.057-0.03-0.122-0.048-0.184-0.048c-0.063,0-0.128,0.018-0.185,0.048l-2.938,1.629l0.616-3.356c0.022-0.126-0.019-0.255-0.11-0.343l-2.441-2.354l3.329-0.441c0.128-0.017,0.24-0.099,0.295-0.215l1.435-3.073l1.435,3.073c0.055,0.116,0.167,0.198,0.294,0.215l3.329,0.441L12.618,13.182z\"\
     ></path>\n</svg>\nPropensity Performance</a>\n<a style=\"padding: 5px; line-height: 40px;\"\
-    \ href=\"/dashboards-next/ga4::ga4::arima\">\n<svg  style=\"height: 16px; fill: #4285F4;\" class=\"\
+    \ href=\"/dashboards-next/ga4::arima\">\n<svg  style=\"height: 16px; fill: #4285F4;\" class=\"\
     svg-icon\" viewBox=\"0 0 20 20\">\n<path d=\"M15.94,10.179l-2.437-0.325l1.62-7.379c0.047-0.235-0.132-0.458-0.372-0.458H5.25c-0.241,0-0.42,0.223-0.373,0.458l1.634,7.376L4.06,10.179c-0.312,0.041-0.446,0.425-0.214,0.649l2.864,2.759l-0.724,3.947c-0.058,0.315,0.277,0.554,0.559,0.401l3.457-1.916l3.456,1.916c-0.419-0.238,0.56,0.439,0.56-0.401l-0.725-3.947l2.863-2.759C16.388,10.604,16.254,10.22,15.94,10.179M10.381,2.778h3.902l-1.536,6.977L12.036,9.66l-1.655-3.546V2.778z\
     \ M5.717,2.778h3.903v3.335L7.965,9.66L7.268,9.753L5.717,2.778zM12.618,13.182c-0.092,0.088-0.134,0.217-0.11,0.343l0.615,3.356l-2.938-1.629c-0.057-0.03-0.122-0.048-0.184-0.048c-0.063,0-0.128,0.018-0.185,0.048l-2.938,1.629l0.616-3.356c0.022-0.126-0.019-0.255-0.11-0.343l-2.441-2.354l3.329-0.441c0.128-0.017,0.24-0.099,0.295-0.215l1.435-3.073l1.435,3.073c0.055,0.116,0.167,0.198,0.294,0.215l3.329,0.441L12.618,13.182z\"\
     ></path>\n</svg>\nARIMA Event Model</a>\n<a style=\"padding: 5px; line-height: 40px;\"\
-    \ href=\"/dashboards-next/ga4::ga4::avbb\">\n<svg  style=\"height: 16px; fill: #4285F4;\" class=\"\
+    \ href=\"/dashboards-next/ga4::avbb\">\n<svg  style=\"height: 16px; fill: #4285F4;\" class=\"\
     svg-icon\" viewBox=\"0 0 20 20\">\n<path d=\"M15.94,10.179l-2.437-0.325l1.62-7.379c0.047-0.235-0.132-0.458-0.372-0.458H5.25c-0.241,0-0.42,0.223-0.373,0.458l1.634,7.376L4.06,10.179c-0.312,0.041-0.446,0.425-0.214,0.649l2.864,2.759l-0.724,3.947c-0.058,0.315,0.277,0.554,0.559,0.401l3.457-1.916l3.456,1.916c-0.419-0.238,0.56,0.439,0.56-0.401l-0.725-3.947l2.863-2.759C16.388,10.604,16.254,10.22,15.94,10.179M10.381,2.778h3.902l-1.536,6.977L12.036,9.66l-1.655-3.546V2.778z\
     \ M5.717,2.778h3.903v3.335L7.965,9.66L7.268,9.753L5.717,2.778zM12.618,13.182c-0.092,0.088-0.134,0.217-0.11,0.343l0.615,3.356l-2.938-1.629c-0.057-0.03-0.122-0.048-0.184-0.048c-0.063,0-0.128,0.018-0.185,0.048l-2.938,1.629l0.616-3.356c0.022-0.126-0.019-0.255-0.11-0.343l-2.441-2.354l3.329-0.441c0.128-0.017,0.24-0.099,0.295-0.215l1.435-3.073l1.435,3.073c0.055,0.116,0.167,0.198,0.294,0.215l3.329,0.441L12.618,13.182z\"\
     ></path>\n</svg>\nAggregated Value Based Bidding</a>\n</nav>\n</div>"
@@ -560,4 +560,4 @@
     model: ga4
     explore: sessions
     listens_to_filters: []
-    field: events.event_name
+    field: events.event_name
diff --git a/dashboards/avbb.dashboard.lookml b/dashboards/avbb.dashboard.lookml
@@ -69,11 +69,11 @@
     svg-icon\" viewBox=\"0 0 20 20\">\n<path d=\"M15.94,10.179l-2.437-0.325l1.62-7.379c0.047-0.235-0.132-0.458-0.372-0.458H5.25c-0.241,0-0.42,0.223-0.373,0.458l1.634,7.376L4.06,10.179c-0.312,0.041-0.446,0.425-0.214,0.649l2.864,2.759l-0.724,3.947c-0.058,0.315,0.277,0.554,0.559,0.401l3.457-1.916l3.456,1.916c-0.419-0.238,0.56,0.439,0.56-0.401l-0.725-3.947l2.863-2.759C16.388,10.604,16.254,10.22,15.94,10.179M10.381,2.778h3.902l-1.536,6.977L12.036,9.66l-1.655-3.546V2.778z\
     \ M5.717,2.778h3.903v3.335L7.965,9.66L7.268,9.753L5.717,2.778zM12.618,13.182c-0.092,0.088-0.134,0.217-0.11,0.343l0.615,3.356l-2.938-1.629c-0.057-0.03-0.122-0.048-0.184-0.048c-0.063,0-0.128,0.018-0.185,0.048l-2.938,1.629l0.616-3.356c0.022-0.126-0.019-0.255-0.11-0.343l-2.441-2.354l3.329-0.441c0.128-0.017,0.24-0.099,0.295-0.215l1.435-3.073l1.435,3.073c0.055,0.116,0.167,0.198,0.294,0.215l3.329,0.441L12.618,13.182z\"\
     ></path>\n</svg>\nPropensity Performance</a>\n<a style=\"padding: 5px; line-height: 40px;\"\
-    \ href=\"/dashboards-next/ga4::ga4::arima\">\n<svg  style=\"height: 16px; fill: #4285F4;\" class=\"\
+    \ href=\"/dashboards-next/ga4::arima\">\n<svg  style=\"height: 16px; fill: #4285F4;\" class=\"\
     svg-icon\" viewBox=\"0 0 20 20\">\n<path d=\"M15.94,10.179l-2.437-0.325l1.62-7.379c0.047-0.235-0.132-0.458-0.372-0.458H5.25c-0.241,0-0.42,0.223-0.373,0.458l1.634,7.376L4.06,10.179c-0.312,0.041-0.446,0.425-0.214,0.649l2.864,2.759l-0.724,3.947c-0.058,0.315,0.277,0.554,0.559,0.401l3.457-1.916l3.456,1.916c-0.419-0.238,0.56,0.439,0.56-0.401l-0.725-3.947l2.863-2.759C16.388,10.604,16.254,10.22,15.94,10.179M10.381,2.778h3.902l-1.536,6.977L12.036,9.66l-1.655-3.546V2.778z\
     \ M5.717,2.778h3.903v3.335L7.965,9.66L7.268,9.753L5.717,2.778zM12.618,13.182c-0.092,0.088-0.134,0.217-0.11,0.343l0.615,3.356l-2.938-1.629c-0.057-0.03-0.122-0.048-0.184-0.048c-0.063,0-0.128,0.018-0.185,0.048l-2.938,1.629l0.616-3.356c0.022-0.126-0.019-0.255-0.11-0.343l-2.441-2.354l3.329-0.441c0.128-0.017,0.24-0.099,0.295-0.215l1.435-3.073l1.435,3.073c0.055,0.116,0.167,0.198,0.294,0.215l3.329,0.441L12.618,13.182z\"\
     ></path>\n</svg>\nARIMA Event Model</a>\n<a style=\"padding: 5px; line-height: 40px;\"\
-    \ href=\"/dashboards-next/ga4::ga4::avbb\">\n<svg  style=\"height: 16px; fill: #4285F4;\" class=\"\
+    \ href=\"/dashboards-next/ga4::avbb\">\n<svg  style=\"height: 16px; fill: #4285F4;\" class=\"\
     svg-icon\" viewBox=\"0 0 20 20\">\n<path d=\"M15.94,10.179l-2.437-0.325l1.62-7.379c0.047-0.235-0.132-0.458-0.372-0.458H5.25c-0.241,0-0.42,0.223-0.373,0.458l1.634,7.376L4.06,10.179c-0.312,0.041-0.446,0.425-0.214,0.649l2.864,2.759l-0.724,3.947c-0.058,0.315,0.277,0.554,0.559,0.401l3.457-1.916l3.456,1.916c-0.419-0.238,0.56,0.439,0.56-0.401l-0.725-3.947l2.863-2.759C16.388,10.604,16.254,10.22,15.94,10.179M10.381,2.778h3.902l-1.536,6.977L12.036,9.66l-1.655-3.546V2.778z\
     \ M5.717,2.778h3.903v3.335L7.965,9.66L7.268,9.753L5.717,2.778zM12.618,13.182c-0.092,0.088-0.134,0.217-0.11,0.343l0.615,3.356l-2.938-1.629c-0.057-0.03-0.122-0.048-0.184-0.048c-0.063,0-0.128,0.018-0.185,0.048l-2.938,1.629l0.616-3.356c0.022-0.126-0.019-0.255-0.11-0.343l-2.441-2.354l3.329-0.441c0.128-0.017,0.24-0.099,0.295-0.215l1.435-3.073l1.435,3.073c0.055,0.116,0.167,0.198,0.294,0.215l3.329,0.441L12.618,13.182z\"\
     ></path>\n</svg>\nAggregated Value Based Bidding</a>\n</nav>\n</div>"
@@ -454,4 +454,4 @@
     model: ga4
     explore: category_attribution
     listens_to_filters: []
-    field: category_attribution.processed_input
+    field: category_attribution.processed_input
diff --git a/dashboards/performance_metrics_model.dashboard.lookml b/dashboards/performance_metrics_model.dashboard.lookml
@@ -66,11 +66,11 @@
     svg-icon\" viewBox=\"0 0 20 20\">\n<path d=\"M15.94,10.179l-2.437-0.325l1.62-7.379c0.047-0.235-0.132-0.458-0.372-0.458H5.25c-0.241,0-0.42,0.223-0.373,0.458l1.634,7.376L4.06,10.179c-0.312,0.041-0.446,0.425-0.214,0.649l2.864,2.759l-0.724,3.947c-0.058,0.315,0.277,0.554,0.559,0.401l3.457-1.916l3.456,1.916c-0.419-0.238,0.56,0.439,0.56-0.401l-0.725-3.947l2.863-2.759C16.388,10.604,16.254,10.22,15.94,10.179M10.381,2.778h3.902l-1.536,6.977L12.036,9.66l-1.655-3.546V2.778z\
     \ M5.717,2.778h3.903v3.335L7.965,9.66L7.268,9.753L5.717,2.778zM12.618,13.182c-0.092,0.088-0.134,0.217-0.11,0.343l0.615,3.356l-2.938-1.629c-0.057-0.03-0.122-0.048-0.184-0.048c-0.063,0-0.128,0.018-0.185,0.048l-2.938,1.629l0.616-3.356c0.022-0.126-0.019-0.255-0.11-0.343l-2.441-2.354l3.329-0.441c0.128-0.017,0.24-0.099,0.295-0.215l1.435-3.073l1.435,3.073c0.055,0.116,0.167,0.198,0.294,0.215l3.329,0.441L12.618,13.182z\"\
     ></path>\n</svg>\nPropensity Performance</a>\n<a style=\"padding: 5px; line-height: 40px;\"\
-    \ href=\"/dashboards-next/ga4::ga4::arima\">\n<svg  style=\"height: 16px; fill: #4285F4;\" class=\"\
+    \ href=\"/dashboards-next/ga4::arima\">\n<svg  style=\"height: 16px; fill: #4285F4;\" class=\"\
     svg-icon\" viewBox=\"0 0 20 20\">\n<path d=\"M15.94,10.179l-2.437-0.325l1.62-7.379c0.047-0.235-0.132-0.458-0.372-0.458H5.25c-0.241,0-0.42,0.223-0.373,0.458l1.634,7.376L4.06,10.179c-0.312,0.041-0.446,0.425-0.214,0.649l2.864,2.759l-0.724,3.947c-0.058,0.315,0.277,0.554,0.559,0.401l3.457-1.916l3.456,1.916c-0.419-0.238,0.56,0.439,0.56-0.401l-0.725-3.947l2.863-2.759C16.388,10.604,16.254,10.22,15.94,10.179M10.381,2.778h3.902l-1.536,6.977L12.036,9.66l-1.655-3.546V2.778z\
     \ M5.717,2.778h3.903v3.335L7.965,9.66L7.268,9.753L5.717,2.778zM12.618,13.182c-0.092,0.088-0.134,0.217-0.11,0.343l0.615,3.356l-2.938-1.629c-0.057-0.03-0.122-0.048-0.184-0.048c-0.063,0-0.128,0.018-0.185,0.048l-2.938,1.629l0.616-3.356c0.022-0.126-0.019-0.255-0.11-0.343l-2.441-2.354l3.329-0.441c0.128-0.017,0.24-0.099,0.295-0.215l1.435-3.073l1.435,3.073c0.055,0.116,0.167,0.198,0.294,0.215l3.329,0.441L12.618,13.182z\"\
     ></path>\n</svg>\nARIMA Event Model</a>\n<a style=\"padding: 5px; line-height: 40px;\"\
-    \ href=\"/dashboards-next/ga4::ga4::avbb\">\n<svg  style=\"height: 16px; fill: #4285F4;\" class=\"\
+    \ href=\"/dashboards-next/ga4::avbb\">\n<svg  style=\"height: 16px; fill: #4285F4;\" class=\"\
     svg-icon\" viewBox=\"0 0 20 20\">\n<path d=\"M15.94,10.179l-2.437-0.325l1.62-7.379c0.047-0.235-0.132-0.458-0.372-0.458H5.25c-0.241,0-0.42,0.223-0.373,0.458l1.634,7.376L4.06,10.179c-0.312,0.041-0.446,0.425-0.214,0.649l2.864,2.759l-0.724,3.947c-0.058,0.315,0.277,0.554,0.559,0.401l3.457-1.916l3.456,1.916c-0.419-0.238,0.56,0.439,0.56-0.401l-0.725-3.947l2.863-2.759C16.388,10.604,16.254,10.22,15.94,10.179M10.381,2.778h3.902l-1.536,6.977L12.036,9.66l-1.655-3.546V2.778z\
     \ M5.717,2.778h3.903v3.335L7.965,9.66L7.268,9.753L5.717,2.778zM12.618,13.182c-0.092,0.088-0.134,0.217-0.11,0.343l0.615,3.356l-2.938-1.629c-0.057-0.03-0.122-0.048-0.184-0.048c-0.063,0-0.128,0.018-0.185,0.048l-2.938,1.629l0.616-3.356c0.022-0.126-0.019-0.255-0.11-0.343l-2.441-2.354l3.329-0.441c0.128-0.017,0.24-0.099,0.295-0.215l1.435-3.073l1.435,3.073c0.055,0.116,0.167,0.198,0.294,0.215l3.329,0.441L12.618,13.182z\"\
     ></path>\n</svg>\nAggregated Value Based Bidding</a>\n</nav>\n</div>"
@@ -385,4 +385,4 @@
     model: ga4
     explore: sessions
     listens_to_filters: []
-    field: sessions.session_date
+    field: sessions.session_date
diff --git a/dashboards/propensity_model.dashboard.lookml b/dashboards/propensity_model.dashboard.lookml
@@ -66,11 +66,11 @@
     svg-icon\" viewBox=\"0 0 20 20\">\n<path d=\"M15.94,10.179l-2.437-0.325l1.62-7.379c0.047-0.235-0.132-0.458-0.372-0.458H5.25c-0.241,0-0.42,0.223-0.373,0.458l1.634,7.376L4.06,10.179c-0.312,0.041-0.446,0.425-0.214,0.649l2.864,2.759l-0.724,3.947c-0.058,0.315,0.277,0.554,0.559,0.401l3.457-1.916l3.456,1.916c-0.419-0.238,0.56,0.439,0.56-0.401l-0.725-3.947l2.863-2.759C16.388,10.604,16.254,10.22,15.94,10.179M10.381,2.778h3.902l-1.536,6.977L12.036,9.66l-1.655-3.546V2.778z\
     \ M5.717,2.778h3.903v3.335L7.965,9.66L7.268,9.753L5.717,2.778zM12.618,13.182c-0.092,0.088-0.134,0.217-0.11,0.343l0.615,3.356l-2.938-1.629c-0.057-0.03-0.122-0.048-0.184-0.048c-0.063,0-0.128,0.018-0.185,0.048l-2.938,1.629l0.616-3.356c0.022-0.126-0.019-0.255-0.11-0.343l-2.441-2.354l3.329-0.441c0.128-0.017,0.24-0.099,0.295-0.215l1.435-3.073l1.435,3.073c0.055,0.116,0.167,0.198,0.294,0.215l3.329,0.441L12.618,13.182z\"\
     ></path>\n</svg>\nPropensity Performance</a>\n<a style=\"padding: 5px; line-height: 40px;\"\
-    \ href=\"/dashboards-next/ga4::ga4::arima\">\n<svg  style=\"height: 16px; fill: #4285F4;\" class=\"\
+    \ href=\"/dashboards-next/ga4::arima\">\n<svg  style=\"height: 16px; fill: #4285F4;\" class=\"\
     svg-icon\" viewBox=\"0 0 20 20\">\n<path d=\"M15.94,10.179l-2.437-0.325l1.62-7.379c0.047-0.235-0.132-0.458-0.372-0.458H5.25c-0.241,0-0.42,0.223-0.373,0.458l1.634,7.376L4.06,10.179c-0.312,0.041-0.446,0.425-0.214,0.649l2.864,2.759l-0.724,3.947c-0.058,0.315,0.277,0.554,0.559,0.401l3.457-1.916l3.456,1.916c-0.419-0.238,0.56,0.439,0.56-0.401l-0.725-3.947l2.863-2.759C16.388,10.604,16.254,10.22,15.94,10.179M10.381,2.778h3.902l-1.536,6.977L12.036,9.66l-1.655-3.546V2.778z\
     \ M5.717,2.778h3.903v3.335L7.965,9.66L7.268,9.753L5.717,2.778zM12.618,13.182c-0.092,0.088-0.134,0.217-0.11,0.343l0.615,3.356l-2.938-1.629c-0.057-0.03-0.122-0.048-0.184-0.048c-0.063,0-0.128,0.018-0.185,0.048l-2.938,1.629l0.616-3.356c0.022-0.126-0.019-0.255-0.11-0.343l-2.441-2.354l3.329-0.441c0.128-0.017,0.24-0.099,0.295-0.215l1.435-3.073l1.435,3.073c0.055,0.116,0.167,0.198,0.294,0.215l3.329,0.441L12.618,13.182z\"\
     ></path>\n</svg>\nARIMA Event Model</a>\n<a style=\"padding: 5px; line-height: 40px;\"\
-    \ href=\"/dashboards-next/ga4::ga4::avbb\">\n<svg  style=\"height: 16px; fill: #4285F4;\" class=\"\
+    \ href=\"/dashboards-next/ga4::avbb\">\n<svg  style=\"height: 16px; fill: #4285F4;\" class=\"\
     svg-icon\" viewBox=\"0 0 20 20\">\n<path d=\"M15.94,10.179l-2.437-0.325l1.62-7.379c0.047-0.235-0.132-0.458-0.372-0.458H5.25c-0.241,0-0.42,0.223-0.373,0.458l1.634,7.376L4.06,10.179c-0.312,0.041-0.446,0.425-0.214,0.649l2.864,2.759l-0.724,3.947c-0.058,0.315,0.277,0.554,0.559,0.401l3.457-1.916l3.456,1.916c-0.419-0.238,0.56,0.439,0.56-0.401l-0.725-3.947l2.863-2.759C16.388,10.604,16.254,10.22,15.94,10.179M10.381,2.778h3.902l-1.536,6.977L12.036,9.66l-1.655-3.546V2.778z\
     \ M5.717,2.778h3.903v3.335L7.965,9.66L7.268,9.753L5.717,2.778zM12.618,13.182c-0.092,0.088-0.134,0.217-0.11,0.343l0.615,3.356l-2.938-1.629c-0.057-0.03-0.122-0.048-0.184-0.048c-0.063,0-0.128,0.018-0.185,0.048l-2.938,1.629l0.616-3.356c0.022-0.126-0.019-0.255-0.11-0.343l-2.441-2.354l3.329-0.441c0.128-0.017,0.24-0.099,0.295-0.215l1.435-3.073l1.435,3.073c0.055,0.116,0.167,0.198,0.294,0.215l3.329,0.441L12.618,13.182z\"\
     ></path>\n</svg>\nAggregated Value Based Bidding</a>\n</nav>\n</div>"
@@ -441,4 +441,4 @@
     model: ga4
     explore: sessions
     listens_to_filters: []
-    field: sessions.session_date
+    field: sessions.session_date
diff --git a/manifest.lkml b/manifest.lkml
@@ -2,7 +2,7 @@ project_name: "ga_four"
 
 ## Connection Constants:
 constant: GA4_CONNECTION {
-  value: ""
+  value: "bq-looker-marketplace"
   export: override_required
 }
 
@@ -23,6 +23,10 @@ constant: model_step_prediction {
   value: "60"
   #export: override_optional
 }
+constant: BQML_PARAMETER {
+  value: "Yes"
+  export: override_optional
+}
 
 constant: GA4_BQML_train_months {
   value: "12"

diff --git a/marketplace.json b/marketplace.json
@@ -19,6 +19,10 @@
     "EVENT_COUNT": {
         "label": "Event Count Limit"
     }
+  },
+    "BQML_PARAMETER": {
+        "label": "BQML Models Included"
+    }
   },
   "models": [
     {

diff --git a/models/ga4.model.lkml b/models/ga4.model.lkml
@@ -21,4 +21,5 @@ datagroup: ga4_attribution_channel {
   sql_trigger: SELECT 1 ;;
 }
 
+
 persist_with: ga4_main_datagroup
diff --git a/views/bqml/arima_event_model/forecasting.view.lkml b/views/bqml/arima_event_model/forecasting.view.lkml
@@ -2,8 +2,9 @@ include: "/views/bqml/*/*.view.lkml"
 view: forecasting {
   derived_table: {
     sql_trigger_value: ${model_arima.SQL_TABLE_NAME} ;;
-    sql: SELECT * FROM ML.EXPLAIN_FORECAST(MODEL ${model_arima.SQL_TABLE_NAME},
-      STRUCT(60 AS horizon, 0.8 AS confidence_level)) ;;
+    sql:
+    SELECT * FROM ML.EXPLAIN_FORECAST(MODEL ${model_arima.SQL_TABLE_NAME},
+      STRUCT(60 AS horizon, 0.8 AS confidence_level));;
   }
   dimension: forecast_timestamp
     {

diff --git a/views/bqml/arima_event_model/model_arima.view.lkml b/views/bqml/arima_event_model/model_arima.view.lkml
@@ -4,15 +4,17 @@ view: model_arima {
   #extension: required
   derived_table: {
     sql_trigger_value: ${training_input_arima.SQL_TABLE_NAME};;
-    sql_create: CREATE OR REPLACE MODEL ${SQL_TABLE_NAME}
+    sql_create:
+    CREATE OR REPLACE MODEL ${SQL_TABLE_NAME}
       OPTIONS(
         MODEL_TYPE='ARIMA_PLUS',
         time_series_timestamp_col='sessions_session_date',
         time_series_data_col='sum_of_session_event_count',
         time_series_id_col='events_event_name',
         auto_arima=true) AS
     SELECT *
-    FROM ${training_input_arima.SQL_TABLE_NAME};;
+    FROM ${training_input_arima.SQL_TABLE_NAME}
+;;
   }
   dimension: ts {
     type: string
@@ -35,15 +37,19 @@ view: model_arima {
   #explore: forecasting {}
   view: optimal_model_coeff{
     derived_table: {
-      sql: SELECT * FROM ML.ARIMA_COEFFICIENTS(MODEL ${model_arima.SQL_TABLE_NAME});;
+      sql:
+      SELECT * FROM ML.ARIMA_COEFFICIENTS(MODEL ${model_arima.SQL_TABLE_NAME})
+;;
     }
     dimension: ar_coefficients {type:number sql:${TABLE}.ar_coefficients;;}
     dimension: ma_coefficients {type:number sql:${TABLE}.ma_coefficients;;}
     dimension: intercept_or_drift {type:number sql:${TABLE}.intercept_or_drift;;}
   }
   view: model_evaluation {
     derived_table: {
-      sql:  SELECT * FROM ML.ARIMA_EVALUATE(MODEL ${model_arima.SQL_TABLE_NAME});;
+      sql:
+      SELECT * FROM ML.ARIMA_EVALUATE(MODEL ${model_arima.SQL_TABLE_NAME})
+;;
     }
     dimension: events_event_name {type:string sql:${TABLE}.events_event_name ;;}
     dimension: has_drift {type:string sql:${TABLE}.has_drift ;;}

diff --git a/views/bqml/arima_event_model/training_input_arima.view.lkml b/views/bqml/arima_event_model/training_input_arima.view.lkml
@@ -1,7 +1,8 @@
 view: training_input_arima {
   derived_table: {
     sql_trigger_value: ${incremental_prediction.SQL_TABLE_NAME} ;;
-    sql:SELECT
+    sql:
+    SELECT
     (DATE(TIMESTAMP_MICROS(events.event_timestamp) )) AS sessions_session_date,
     events.event_name  AS events_event_name,
     COUNT(DISTINCT sessions.sl_key ) AS sum_of_session_event_count

diff --git a/views/bqml/avbb/training_data_avbb.view.lkml b/views/bqml/avbb/training_data_avbb.view.lkml
@@ -3,7 +3,8 @@ include: "/views/*/*.view.lkml"
 view: training_data_avbb {
   derived_table: {
     sql_trigger_value: ${forecasting.SQL_TABLE_NAME} ;;
-    sql:SELECT sessions.sl_key,
+    sql:
+    SELECT sessions.sl_key,
     session_attribution.source,
     session_attribution.medium,
     session_attribution.campaign,
@@ -14,7 +15,7 @@ view: training_data_avbb {
     SUM(session_data.session_page_view_count) as session_count,
     COALESCE(SUM(event_data[SAFE_OFFSET(0)].user_ltv.revenue),0.0) as label
     FROM ${sessions.SQL_TABLE_NAME}  as sessions
-    LEFT JOIN UNNEST(sessions.event_data) as events with offset as event_row GROUP BY 1,2,3,4,5,6,7  ;;
+    LEFT JOIN UNNEST(sessions.event_data) as events with offset as event_row GROUP BY 1,2,3,4,5,6,7;;
   }
   dimension: sl_key {
     hidden: yes

diff --git a/views/bqml/purchase_propensity/future_input.view.lkml b/views/bqml/purchase_propensity/future_input.view.lkml
@@ -212,6 +212,6 @@ view: future_input {
       SELECT
         * EXCEPT(will_purchase_in_future)
       FROM
-        user_model);;
+      CASE WHEN @{BQML_PARAMETER}='Yes' THEN user_model ELSE (SELECT 1,"1" as will_purchase_in_future) END;;
   }
 }
diff --git a/views/bqml/purchase_propensity/incremental_prediction.view.lkml b/views/bqml/purchase_propensity/incremental_prediction.view.lkml
@@ -6,6 +6,7 @@ include: "/views/*.view.lkml"
 explore: pred_history {}
 view: pred_history {
   derived_table: {
+    sql_trigger_value:CASE WHEN @{BQML_PARAMETER}='Yes' AND ${future_purchase_model.SQL_TABLE_NAME} THEN TRUE ELSE FALSE END;;
     explore_source: sessions {
       column: pred_probability_bucket { field: future_purchase_prediction.pred_probability_bucket }
       column: total_purchase_revenue_usd { field: events.total_purchase_revenue_usd }
@@ -56,21 +57,24 @@ explore: incremental_prediction {hidden:yes}
 view: incremental_prediction {
   derived_table: {
     #datagroup_trigger: bqml_datagroup
-    sql_trigger_value: ${future_purchase_model.SQL_TABLE_NAME} ;;
+    sql_trigger_value:CASE WHEN @{BQML_PARAMETER}='Yes' AND ${pred_history.SQL_TABLE_NAME} THEN TRUE ELSE FALSE END;;
     create_process: {
       sql_step:
         CREATE TABLE IF NOT EXISTS ${SQL_TABLE_NAME} (
           pred_probability_bucket STRING,
           total_purchase_revenue_usd FLOAT64,
           count INT64,
           week DATE
-        );;
+        )
+;;
       sql_step:
+
         Insert into ${SQL_TABLE_NAME}
         SELECT
           pred_probability_bucket,total_purchase_revenue_usd,count, week
         FROM ${pred_history.SQL_TABLE_NAME}
-        where week not in (select distinct week from ${SQL_TABLE_NAME});;
+        where week not in (select distinct week from ${SQL_TABLE_NAME})
+;;
     }
   }
   dimension: week {
Original file line number	Diff line number	Diff line change
Expand Up		@@ -21,4 +21,5 @@ datagroup: ga4_attribution_channel {
		sql_trigger: SELECT 1 ;;
		}


		persist_with: ga4_main_datagroup